CrossMamba: Transformer-Mamba fusion for document shadow removal
This work proposes CrossMamba, a hybrid Transformer–Mamba network with Laplacian pyramid decomposition with Bayesian guided color tokenization, and designs a pyramid-level reconstruction consistency loss to jointly optimize the physical consistency of high-frequency text details and low-frequency background colors.